{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "### 可视化学生知识状态图\n",
    "### 对学生的答题数据中包含的对各知识点的掌握程度进行输出"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import random\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签SimHei\n",
    "plt.rcParams['axes.unicode_minus'] = False # 用来正常显示负号"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-10-25T10:37:48.509938Z",
     "end_time": "2023-10-25T10:37:48.520234Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5e8d4596",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2023-10-25T10:10:38.442817Z",
     "end_time": "2023-10-25T10:10:38.479859Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "data = pd.read_csv('可视化数据/习题知识点关联.csv',header=None)\n",
    "knowledge = data.iloc[:,37]\n",
    "knowledge.astype(int)\n",
    "print(list(knowledge))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\贺步贵\\AppData\\Local\\Temp\\ipykernel_40552\\1816247174.py:13: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  q = pd.read_csv('可视化数据/学生1的答题序列（习题和答案）.csv',header=None).iloc[0,start:end].astype(np.int).tolist()\n",
      "C:\\Users\\贺步贵\\AppData\\Local\\Temp\\ipykernel_40552\\1816247174.py:14: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  a = pd.read_csv('可视化数据/学生1的答题序列（习题和答案）.csv',header=None).iloc[1,start:end].astype(np.int).tolist()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 30\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 4500x900 with 2 Axes>",
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = knowledge\n",
    "k = [int(i+1) for i in k]\n",
    "# print(len(a),len(k))\n",
    "\n",
    "# x = [(1,1)]*50\n",
    "#y坐标刻度\n",
    "y = [1,2,3,4,5]\n",
    "#start和end范围[1,742]\n",
    "start = 0\n",
    "end = 30\n",
    "\n",
    "data = pd.read_csv('可视化数据/学生1的答题数据.csv',header=None).iloc[:,start:end]\n",
    "q = pd.read_csv('可视化数据/学生1的答题序列（习题和答案）.csv',header=None).iloc[0,start:end].astype(np.int).tolist()\n",
    "a = pd.read_csv('可视化数据/学生1的答题序列（习题和答案）.csv',header=None).iloc[1,start:end].astype(np.int).tolist()\n",
    "print(len(q),len(a))\n",
    "#x轴刻度\n",
    "x = [(i,q[i],k[i],a[i]) for i in range(end)]\n",
    "\n",
    "# plt.xticks(rotation=70)\n",
    "plt.figure(figsize=(15, 3),dpi=300)\n",
    "plt.yticks(rotation=30)\n",
    "# plt.xticks(rotation=60)\n",
    "\n",
    "#色系 YlGnBu Blues\n",
    "ax = sns.heatmap(data,cmap=\"Blues\",xticklabels=x[start:end],linewidth=0)\n",
    "ax.set_xlabel('练习序列')\n",
    "ax.set_ylabel('知识点')\n",
    "\n",
    "ax.set_xticklabels(x[start:end],fontproperties=\"DejaVu Sans\",fontsize=8,rotation=60)\n",
    "ax.set_yticklabels(y,fontproperties=\"DejaVu Sans\",fontsize=8,rotation=0)\n",
    "\n",
    "# plt.savefig('knowledge tracing.jpg',bbox_inches='tight')\n",
    "plt.savefig(\"static/assets/analysis/knowledge_tracing_heatmap.svg\", dpi=600, bbox_inches='tight') #无边框\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-10-25T10:11:00.413822Z",
     "end_time": "2023-10-25T10:11:01.868220Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\贺步贵\\AppData\\Local\\Temp\\ipykernel_40552\\2042421799.py:13: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  q = pd.read_csv('可视化数据/学生1的答题序列（习题和答案）.csv',header=None).iloc[0,start:end].astype(np.int).tolist()\n",
      "C:\\Users\\贺步贵\\AppData\\Local\\Temp\\ipykernel_40552\\2042421799.py:14: DeprecationWarning: `np.int` is a deprecated alias for the builtin `int`. To silence this warning, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  a = pd.read_csv('可视化数据/学生1的答题序列（习题和答案）.csv',header=None).iloc[1,start:end].astype(np.int).tolist()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 30\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 4500x900 with 2 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "k = knowledge\n",
    "k = [int(i+1) for i in k]\n",
    "# print(len(a),len(k))\n",
    "\n",
    "# x = [(1,1)]*50\n",
    "#y坐标刻度\n",
    "y = [1,2,3,4,5,]\n",
    "#start和end范围[1,742]\n",
    "start = 0\n",
    "end = 30\n",
    "\n",
    "data = pd.read_csv('可视化数据/学生1的答题数据.csv',header=None).iloc[:,start:end]\n",
    "q = pd.read_csv('可视化数据/学生1的答题序列（习题和答案）.csv',header=None).iloc[0,start:end].astype(np.int).tolist()\n",
    "a = pd.read_csv('可视化数据/学生1的答题序列（习题和答案）.csv',header=None).iloc[1,start:end].astype(np.int).tolist()\n",
    "print(len(q),len(a))\n",
    "#x轴刻度\n",
    "x = [(i,q[i],k[i],a[i]) for i in range(end)]\n",
    "\n",
    "plt.figure(figsize=(15, 3),dpi=300)\n",
    "plt.title('知识追踪可视化')\n",
    "\n",
    "#色系 YlGnBu Blues\n",
    "ax = sns.heatmap(data,cmap=\"Blues\",xticklabels=x[start:end],linewidth=0)\n",
    "ax.set_xlabel('练习序列')\n",
    "ax.set_ylabel('知识点')\n",
    "\n",
    "draw_circle = []\n",
    "color = ['#1F497D', '#E46C0A', '#8064A2', '#4BACC6', '#9BBB59']\n",
    "\n",
    "'''x'''\n",
    "for i in range(30):\n",
    "    flag = True if a[i] == 1 else False\n",
    "    draw_circle.append(plt.Circle((i+0.5, 0.5), 0.2,color=color[k[i]-1],fill=flag))\n",
    "\n",
    "'''y'''\n",
    "for i in range(5):\n",
    "    draw_circle.append(plt.Circle((0.5, i+0.5), 0.2,color=color[i]))\n",
    "\n",
    "ax.set_aspect(1)\n",
    "for i in range(35):\n",
    "    ax.add_artist(draw_circle[i])\n",
    "\n",
    "\n",
    "\n",
    "ax.set_xticklabels(x[start:end],fontproperties=\"DejaVu Sans\",fontsize=8,rotation=90)\n",
    "ax.set_yticklabels(y,fontproperties=\"DejaVu Sans\",fontsize=8,rotation=0)\n",
    "\n",
    "\n",
    "# plt.savefig('knowledge tracing.jpg',bbox_inches='tight')\n",
    "plt.savefig(\"static/assets/analysis/knowledge_tracing_heatmap.svg\", dpi=600, bbox_inches='tight') #无边框\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-10-25T11:05:53.691447Z",
     "end_time": "2023-10-25T11:05:55.022430Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "figure, axes = plt.subplots()\n",
    "plt.xlim((0, 32))\n",
    "plt.ylim((0, 3))\n",
    "\n",
    "draw_circle = []\n",
    "color = ['#1F497D', '#E46C0A', '#8064A2', '#4BACC6', '#9BBB59']\n",
    "for i in range(30):\n",
    "    draw_circle.append(plt.Circle((i+1, 1), 0.2,color=random.choice(color)))\n",
    "\n",
    "axes.set_aspect(1)\n",
    "for i in range(30):\n",
    "    axes.add_artist(draw_circle[i])\n",
    "plt.title(\"Circle\")\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-10-25T10:32:44.930099Z",
     "end_time": "2023-10-25T10:32:45.148908Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "color = ['#1F497D', '#E46C0A', '#8064A2', '#4BACC6', '#9BBB59']\n",
    "for x in range(10):\n",
    "    plt.plot(x,x-1, 'o', markerfacecolor='none',color=random.choice(color))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-10-25T10:35:44.731770Z",
     "end_time": "2023-10-25T10:35:44.947505Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 30\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = [i for i in range(start,end)]\n",
    "y1 = pd.read_csv('可视化数据/学生1的答题数据.csv',header=None).iloc[0,start:end]\n",
    "y2 = pd.read_csv('可视化数据/学生1的答题数据.csv',header=None).iloc[1,start:end]\n",
    "y3 = pd.read_csv('可视化数据/学生1的答题数据.csv',header=None).iloc[2,start:end]\n",
    "y4 = pd.read_csv('可视化数据/学生1的答题数据.csv',header=None).iloc[3,start:end]\n",
    "y5 = pd.read_csv('可视化数据/学生1的答题数据.csv',header=None).iloc[4,start:end]\n",
    "plt.title('知识状态曲线')  # 折线图标题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示汉字\n",
    "plt.xlabel('时间')  # x轴标题\n",
    "plt.ylabel('状态')  # y轴标题\n",
    "print(len(x),len(y1))\n",
    "plt.plot(x, y1, marker='o', markersize=3)  # 绘制折线图，添加数据点，设置点的大小\n",
    "plt.plot(x, y2, marker='o', markersize=3)\n",
    "plt.plot(x, y3, marker='o', markersize=3)\n",
    "plt.plot(x, y4, marker='o', markersize=3)\n",
    "plt.plot(x, y5, marker='o', markersize=1)\n",
    "\n",
    "plt.legend(['知识点1', '知识点2', '知识点3', '知识点4', '知识点5'])  # 设置折线名称\n",
    "\n",
    "plt.savefig(\"knowledge_tracing_curve.svg\", dpi=600, bbox_inches='tight') #无边框\n",
    "plt.savefig(\"static/assets/analysis/knowledge_tracing_curve.svg\", dpi=600, bbox_inches='tight') #无边框\n",
    "\n",
    "plt.show()  # 显示折线图\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-10-25T10:14:02.698628Z",
     "end_time": "2023-10-25T10:14:03.697380Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.475275069475174 0.5057294964790344\n",
      "file://C:/Users/贺步贵/AppData/Local/Temp/tmpwlr_b99n.html\n"
     ]
    }
   ],
   "source": [
    "import pygal\n",
    "\n",
    "# 调用Radar这个类，并设置雷达图的填充，及数据范围\n",
    "min = data.min().min()\n",
    "max = data.max().max()\n",
    "print(min,max)\n",
    "radar_chart = pygal.Radar(fill = True, range=(min-0.1,max+0.2))\n",
    "# 添加雷达图的标题\n",
    "radar_chart.title = '练习前后学生状态表现'\n",
    "# 添加雷达图各顶点的含义\n",
    "radar_chart.x_labels = ['知识点1', '知识点2', '知识点3', '知识点4', '知识点5']\n",
    "\n",
    "# 绘制两条雷达图区域\n",
    "radar_chart.add('T=0', round(pd.read_csv('学生1的答题数据.csv',header=None).iloc[:,0],3))\n",
    "radar_chart.add('T=50', round(pd.read_csv('学生1的答题数据.csv',header=None).iloc[:,end-1],3))\n",
    "\n",
    "from pygal.style import CleanStyle\n",
    "hist = pygal.Bar(style=CleanStyle) # 清除背景\n",
    "\n",
    "# 保存图像\n",
    "radar_chart.render_to_file('../static/assets/analysis/radar_chart_5.svg')\n",
    "radar_chart.render_in_browser()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-10-20T15:47:17.550441Z",
     "end_time": "2023-10-20T15:47:17.800164Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [
    {
     "data": {
      "text/plain": "        0         1         2         3         4         5         6    \\\n0  0.501137  0.504426  0.502630  0.505729  0.503837  0.502155  0.502192   \n1  0.488569  0.498021  0.495593  0.503430  0.500018  0.497415  0.497492   \n2  0.496745  0.499163  0.498305  0.500604  0.499672  0.498812  0.499231   \n3  0.493397  0.496667  0.495863  0.498907  0.497940  0.497064  0.497175   \n4  0.485171  0.488425  0.488181  0.491221  0.490824  0.490473  0.491392   \n\n        7         8         9    ...       732       733       734       735  \\\n0  0.497619  0.499012  0.497384  ...  0.479587  0.479584  0.481347  0.483033   \n1  0.496637  0.496725  0.494018  ...  0.480058  0.480001  0.485106  0.489553   \n2  0.493521  0.494409  0.491366  ...  0.479658  0.479663  0.484383  0.488546   \n3  0.495302  0.495445  0.493677  ...  0.482098  0.481874  0.485201  0.488235   \n4  0.489574  0.490564  0.488447  ...  0.480193  0.480134  0.484227  0.487896   \n\n        736       737       738       739       740       741  \n0  0.482775  0.484015  0.480902  0.480440  0.480007  0.479603  \n1  0.488307  0.489129  0.482119  0.481031  0.480088  0.479272  \n2  0.487573  0.488383  0.484549  0.483752  0.483013  0.482330  \n3  0.487440  0.488121  0.484653  0.483919  0.483234  0.482595  \n4  0.486929  0.487580  0.481286  0.480407  0.479633  0.478951  \n\n[5 rows x 742 columns]",
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     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_csv('学生1的答题数据.csv',header=None)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-10-20T15:48:28.078119Z",
     "end_time": "2023-10-20T15:48:28.140529Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-09-12T19:39:57.195787Z",
     "end_time": "2023-09-12T19:39:57.199607Z"
    }
   }
  }
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